As of 2001[update] India census,[4] Charkhari had a population of 23,823. Males constitute 53% of the population and females 47%. Charkhari has an average literacy rate of 58%, lower than the national average of 59.5%; with male literacy of 68% and female literacy of 47%. 16% of the population is under 6 years of age.